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JudgmentBench: Comparing Rubric and Preference Evaluation for Quality Assessment
JudgmentBench compares rubric and comparative evaluation by collecting both expert judgments on 30 legal tasks, finding pairwise preferences recover quality rankings far better with less time.
Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026
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13/20 AI panelreviewers recommend it
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AI panel: 13 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 2/5